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🚨 [New Paper] The Adam optimizer is a zombie algorithm... It senses and adapts the learning rate, sure. But the update rule itself? Fixed, frozen. Decided before even the training starts. It works in some regions of the loss landscape and fails in others. What if the optimizer itself... show more

Sattam

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I gave Elon's Grok Bot $60 and one rule: "The day you cannot pay your own subscription is the day I unplug you". 48 hours in it is sitting on $4,412 and it already paid the bill. Autonomous trading agent on Polymarket, running on its own cloud box with its own browser and terminal. I did not write a line of code and I did not watch it trade. Every 15 minutes it: -> Pulls every market that resolves inside 24 hours. -> Reads live X sentiment, and it is Grok, so it sees every post on this app before the price moves. -> Prices each market itself and only flags a gap above 7%. -> Sizes on the gap, never above 5% of the bankroll. -> Executes in its own browser, nobody approves anything. -> Covers its own $200 subscription straight out of profits. Balance hits $0, subscription gets cancelled, it is gone for good. Hour 11 it was at $9 -> runway one day. It dumped every politics position and switched to same day baseball totals, front-running lineup cards before the market repriced. It rewrote its own strategy to not die. Setup was one evening: spin up the bot, run one trade in front of it, put it on a timer, connect Telegram with no VPS, no API keys and no dev on call. Last spring a freelancer took $2,500 for something like this -> it made $410 and died on a rate limit. Grok Bot did in one evening what $2,500 could not. $60 -> $4,412 in 48 hours. What is it sitting at by Sunday?

I gave Elon's Grok Bot $60 and one rule: "The day you cannot pay your own subscription is the day I unplug you". 48 hours in it is sitting on $4,412 and it already paid the bill. Autonomous trading agent on Polymarket, running on its own cloud box with its own browser and terminal. I did not write a line of code and I did not watch it trade. Every 15 minutes it: -> Pulls every market that resolves inside 24 hours. -> Reads live X sentiment, and it is Grok, so it sees every post on this app before the price moves. -> Prices each market itself and only flags a gap above 7%. -> Sizes on the gap, never above 5% of the bankroll. -> Executes in its own browser, nobody approves anything. -> Covers its own $200 subscription straight out of profits. Balance hits $0, subscription gets cancelled, it is gone for good. Hour 11 it was at $9 -> runway one day. It dumped every politics position and switched to same day baseball totals, front-running lineup cards before the market repriced. It rewrote its own strategy to not die. Setup was one evening: spin up the bot, run one trade in front of it, put it on a timer, connect Telegram with no VPS, no API keys and no dev on call. Last spring a freelancer took $2,500 for something like this -> it made $410 and died on a rate limit. Grok Bot did in one evening what $2,500 could not. $60 -> $4,412 in 48 hours. What is it sitting at by Sunday?

slash1s

188,811 views • 15 days ago

What happened to Jeffrey Sachs is not an argument. It is a ritual, the auto-da-fé of a dying civilization. Europe no longer debates. It excommunicates. Every time truth crosses its borders, it is denounced as heresy, burned in the square of public opinion, and buried under the flags of "values" it no longer lives by. The Italian senator who called Professor Sachs a liar wasn’t defending Ukraine. He was defending the psychological architecture of European dependence. He cannot admit the truth because his career, his ideology, and his identity all collapse if he does. Europe is no longer a continent. It is a colony that thinks itself free. Washington writes the script, Brussels recites it, and the people pay for the performance in cold homes and silent factories. They call it "solidarity." But solidarity with your own jailer is not virtue. It is pathology. Europe kneels before America and mistakes the floor for high ground. It sanctions Russia and bankrupts itself. It sacrifices its own citizens to fund a war it cannot win. It destroys its own energy, its own diplomacy, its own industry, all to prove its loyalty to a master who despises it. Jeffrey Sachs did not embarrass Europe. He revealed it. A continent that once produced Beethoven, Goethe, and Marx now worships at the altar of CNN and NATO press releases. It has traded reason for narrative and memory for submission. The tragedy of Europe is not that it was conquered. It is that it volunteered. It begged for occupation, and now calls vassalage "values." When Professor Sachs spoke, the Italian senator did not hear an argument. He heard a mirror, and mirrors terrify those who live by illusions. Europe isn’t being silenced by America. It is silencing itself out of fear of remembering what it used to be. A civilization that once claimed to civilize the world can no longer govern itself. It outsourced its sovereignty, privatized its conscience, and mortgaged its dignity for access to Washington’s approval. The slave masters of history have become servants in suits, begging their overseer for scraps of relevance. Europe is no longer a continent. It is an accent in America’s voice. And even that accent is fading.

What happened to Jeffrey Sachs is not an argument. It is a ritual, the auto-da-fé of a dying civilization. Europe no longer debates. It excommunicates. Every time truth crosses its borders, it is denounced as heresy, burned in the square of public opinion, and buried under the flags of "values" it no longer lives by. The Italian senator who called Professor Sachs a liar wasn’t defending Ukraine. He was defending the psychological architecture of European dependence. He cannot admit the truth because his career, his ideology, and his identity all collapse if he does. Europe is no longer a continent. It is a colony that thinks itself free. Washington writes the script, Brussels recites it, and the people pay for the performance in cold homes and silent factories. They call it "solidarity." But solidarity with your own jailer is not virtue. It is pathology. Europe kneels before America and mistakes the floor for high ground. It sanctions Russia and bankrupts itself. It sacrifices its own citizens to fund a war it cannot win. It destroys its own energy, its own diplomacy, its own industry, all to prove its loyalty to a master who despises it. Jeffrey Sachs did not embarrass Europe. He revealed it. A continent that once produced Beethoven, Goethe, and Marx now worships at the altar of CNN and NATO press releases. It has traded reason for narrative and memory for submission. The tragedy of Europe is not that it was conquered. It is that it volunteered. It begged for occupation, and now calls vassalage "values." When Professor Sachs spoke, the Italian senator did not hear an argument. He heard a mirror, and mirrors terrify those who live by illusions. Europe isn’t being silenced by America. It is silencing itself out of fear of remembering what it used to be. A civilization that once claimed to civilize the world can no longer govern itself. It outsourced its sovereignty, privatized its conscience, and mortgaged its dignity for access to Washington’s approval. The slave masters of history have become servants in suits, begging their overseer for scraps of relevance. Europe is no longer a continent. It is an accent in America’s voice. And even that accent is fading.

Sony Thăng

363,260 views • 10 months ago

Gave Prime Intellect's new self-improving agent an E2B sandbox and told it to play Factorio. Factorio is a long-horizon test of world models: the agent has to learn a new system, predict the effects of its actions, and adapt when its assumptions are wrong. That requires a persistent sandbox like E2B that can keep the game running and retain its state while the agent works. Spin up a lot of sandboxes and benchmark prime agent or run your own evals with E2B. Try it yourself: e2b sbx create prime

Gave Prime Intellect's new self-improving agent an E2B sandbox and told it to play Factorio. Factorio is a long-horizon test of world models: the agent has to learn a new system, predict the effects of its actions, and adapt when its assumptions are wrong. That requires a persistent sandbox like E2B that can keep the game running and retain its state while the agent works. Spin up a lot of sandboxes and benchmark prime agent or run your own evals with E2B. Try it yourself: e2b sbx create prime

Vasek Mlejnsky

22,994 views • 1 month ago

🚨 BREAKING: Stephen Miller says it PERFECTLY on Europe "A MASTERCLASS in diplomacy, statesmanship in Davos with Trump. His critique of Europe was one of the most important statements ANY president has made about the continent in memory." "Europe has been KILLING itself - killing itself by strangling its energy supply through regulation, making itself reliant on non-functioning green energy and foreign countries." "Europe has been killing itself with regulation. Europe has been killing itself with reckless migration policies." "And Europe has been killing itself for years by not investing in its own militaries, using the United States to subsidize its defense instead of raising its own armies, instead of producing its own capabilities."

🚨 BREAKING: Stephen Miller says it PERFECTLY on Europe "A MASTERCLASS in diplomacy, statesmanship in Davos with Trump. His critique of Europe was one of the most important statements ANY president has made about the continent in memory." "Europe has been KILLING itself - killing itself by strangling its energy supply through regulation, making itself reliant on non-functioning green energy and foreign countries." "Europe has been killing itself with regulation. Europe has been killing itself with reckless migration policies." "And Europe has been killing itself for years by not investing in its own militaries, using the United States to subsidize its defense instead of raising its own armies, instead of producing its own capabilities."

Eric Daugherty

28,830 views • 7 months ago

The Chinese embassy’s sharp warning to its own nationals lays bare Zimbabwe’s real investment problem: policy risk. Beijing is effectively telling its firms to stress-test Zim for policy shocks before committing capital. Investors can price geology, currency and commodity swings, but country risk insurance cover does not accommodate changes in government policy or arbitrary rule changes after money is already on the ground. That is why every abrupt policy shift raises the cost of capital for the whole country.

The Chinese embassy’s sharp warning to its own nationals lays bare Zimbabwe’s real investment problem: policy risk. Beijing is effectively telling its firms to stress-test Zim for policy shocks before committing capital. Investors can price geology, currency and commodity swings, but country risk insurance cover does not accommodate changes in government policy or arbitrary rule changes after money is already on the ground. That is why every abrupt policy shift raises the cost of capital for the whole country.

Tinashe

18,829 views • 5 months ago

Introducing TikZBot. The birth of an agent that produces its own TikZ creations. Fully interactive and extensible. It can fix scenarios, expand its own work, learn from diagrams, and talk to you. For now, it’s a PoC. The manual version works like a charm. I’m now adding the self-play and chat components. Programmed in a few hours in Codex CLI using the newest 5.2-Codex model. So much fun.

Introducing TikZBot. The birth of an agent that produces its own TikZ creations. Fully interactive and extensible. It can fix scenarios, expand its own work, learn from diagrams, and talk to you. For now, it’s a PoC. The manual version works like a charm. I’m now adding the self-play and chat components. Programmed in a few hours in Codex CLI using the newest 5.2-Codex model. So much fun.

Bartosz Naskręcki

18,444 views • 7 months ago

ROSClaw Integration Update Read the text in the video carefully ⊙ Robot is present both physically can in Nvidia Isaac Sim simulation. ⊙ The agent’s initial goal set to explore any object it finds in its spatial view. ⊙ Think of it as if the physical robot is seeing through the simulation. ⊙ ROSClaw vision uses Gemini Live for spatial narration ⊙ An object (a playground slide) is identified and the ROSClaw (OpenClaw) agent takes over. ⊙ The agent initiates action. Attempts to walk towards object. ⊙ None of it is pre-planned. The agent (robot) is acting on its own

ROSClaw Integration Update Read the text in the video carefully ⊙ Robot is present both physically can in Nvidia Isaac Sim simulation. ⊙ The agent’s initial goal set to explore any object it finds in its spatial view. ⊙ Think of it as if the physical robot is seeing through the simulation. ⊙ ROSClaw vision uses Gemini Live for spatial narration ⊙ An object (a playground slide) is identified and the ROSClaw (OpenClaw) agent takes over. ⊙ The agent initiates action. Attempts to walk towards object. ⊙ None of it is pre-planned. The agent (robot) is acting on its own

Irvin (in Japan 🇯🇵)

23,374 views • 6 months ago

imagine Elon opens his timeline and sees this one the first Grok Bot trading fully on its own, on chain, out of a public wallet anyone can open and audit not a bot that posts calls. one that does the whole job: > traces where wallets got their funding, so five buyers that are really one guy get labeled as one guy > keeps a running scorecard on every caller on this app, who moves price and who shows up after the move > reads mention velocity straight off X, the one feed nobody outside xAI has > checks mint authority, freeze authority, LP lock and sell tax before it is allowed to want anything > writes its exit before it takes the entry, every single time > reads its own losing trades at night and rewrites its own rules by morning and then the part that makes it different from every trading bot ever posted here. it pays its own bills. credits, API calls, all of it, out of what it earns. whatever is left goes to $CVXV666 holders through a contract, not through my word. an AI that funds itself, fixes itself, and answers to a wallet anybody can watch. if it works, that is the first working piece of an on-chain economy where the machine earns its own keep. he shipped the bot. nobody has shown him one that pays for itself yet. that part is on us.

imagine Elon opens his timeline and sees this one the first Grok Bot trading fully on its own, on chain, out of a public wallet anyone can open and audit not a bot that posts calls. one that does the whole job: > traces where wallets got their funding, so five buyers that are really one guy get labeled as one guy > keeps a running scorecard on every caller on this app, who moves price and who shows up after the move > reads mention velocity straight off X, the one feed nobody outside xAI has > checks mint authority, freeze authority, LP lock and sell tax before it is allowed to want anything > writes its exit before it takes the entry, every single time > reads its own losing trades at night and rewrites its own rules by morning and then the part that makes it different from every trading bot ever posted here. it pays its own bills. credits, API calls, all of it, out of what it earns. whatever is left goes to $CVXV666 holders through a contract, not through my word. an AI that funds itself, fixes itself, and answers to a wallet anybody can watch. if it works, that is the first working piece of an on-chain economy where the machine earns its own keep. he shipped the bot. nobody has shown him one that pays for itself yet. that part is on us.

cvxv666

27,239 views • 19 days ago

Kimi K3 dropped 3 days ago and i already used it to build my own PUBG the model that just took the number one coding spot on earth and it runs on a free tier no team no engine i just fed it free open models and assets that are already public and told it what i wanted it built the entire game itself the shooting the recoil the hit detection all of it came straight out of the model i barely wrote a line what youre watching here is the deathmatch mode and its already live battle royale is next im deep in it and the graphics get reworked right after i know it looks raw right now i wont pretend otherwise but the endgame is a build that runs perfect on phones and the moment its on mobile you drop ads in and it earns on its own the part that still gets me is my whole cost for this was a single subscription

Kimi K3 dropped 3 days ago and i already used it to build my own PUBG the model that just took the number one coding spot on earth and it runs on a free tier no team no engine i just fed it free open models and assets that are already public and told it what i wanted it built the entire game itself the shooting the recoil the hit detection all of it came straight out of the model i barely wrote a line what youre watching here is the deathmatch mode and its already live battle royale is next im deep in it and the graphics get reworked right after i know it looks raw right now i wont pretend otherwise but the endgame is a build that runs perfect on phones and the moment its on mobile you drop ads in and it earns on its own the part that still gets me is my whole cost for this was a single subscription

savip.

68,984 views • 1 month ago

Slavery Was Not Abolished In The US. It Was Rebranded The U.S. calls itself the land of the free and a defender of human rights, but its prison system tells a very different story. While America celebrates the 13th Amendment as the official end of slavery, what is happening inside its prisons shows that slavery did not actually end. It was repackaged and reshaped through a loophole in the same law that claims to abolish it. What you see in places like the so-called Angola prison makes that contradiction clear. The same country that speaks about global freedom and claims to police human rights abuses is still profiting from forced labor within its own system, backed and protected by its own laws. That is the reality. For Africans and people across the Global South, this is something to pay attention to. It shows that the image America presents to the world is not the full story, and it raises serious questions about how seriously its claims on human rights should be taken.

Slavery Was Not Abolished In The US. It Was Rebranded The U.S. calls itself the land of the free and a defender of human rights, but its prison system tells a very different story. While America celebrates the 13th Amendment as the official end of slavery, what is happening inside its prisons shows that slavery did not actually end. It was repackaged and reshaped through a loophole in the same law that claims to abolish it. What you see in places like the so-called Angola prison makes that contradiction clear. The same country that speaks about global freedom and claims to police human rights abuses is still profiting from forced labor within its own system, backed and protected by its own laws. That is the reality. For Africans and people across the Global South, this is something to pay attention to. It shows that the image America presents to the world is not the full story, and it raises serious questions about how seriously its claims on human rights should be taken.

The Spearhead

37,170 views • 4 months ago

#WATCH | Kottayam, Kerala: On new FCRA regulation, Malagkara Orthodox Church Bishop, Yuhanon Mar Diascoros says, "... With regard to the FCRA new rule, the church has put its own opinion. It is a policy in connection with all the accounts of the church. The church is one diocese, individual parishes with their organisations, and all charity institutions. Everyone clearly holds the accounts and submits to the concerned bodies properly. This is what is happening. But at present, the FCRA rule is something that intervenes in the affairs of the church and society. That is against the democratic nature of the country. This is what the church feels. So the government of India has to understand properly what is happening and what the impact of all these things. We request them to change this new FCRA rule in order to move properly by the churches and the other organisations which are doing a lot of charity work in the society."

#WATCH | Kottayam, Kerala: On new FCRA regulation, Malagkara Orthodox Church Bishop, Yuhanon Mar Diascoros says, "... With regard to the FCRA new rule, the church has put its own opinion. It is a policy in connection with all the accounts of the church. The church is one diocese, individual parishes with their organisations, and all charity institutions. Everyone clearly holds the accounts and submits to the concerned bodies properly. This is what is happening. But at present, the FCRA rule is something that intervenes in the affairs of the church and society. That is against the democratic nature of the country. This is what the church feels. So the government of India has to understand properly what is happening and what the impact of all these things. We request them to change this new FCRA rule in order to move properly by the churches and the other organisations which are doing a lot of charity work in the society."

ANI

57,370 views • 2 months ago

Introducing Headlong, an open source microharness for persistent agents: self-guided agents that think continuously. Most agent harnesses are reactive: you send a task, the agent completes it, and then it sits frozen until the next request. Cron jobs and heartbeats wake it up to run a checklist and put it back to sleep. A Headlong agent is never asleep. It keeps generating thoughts about whatever it decides is interesting, in a self-guided loop inspired by human inner monologue. Your message doesn't start a session. It's one more observation that lands in the agent's thought stream, and the agent decides if and when to reply. Headlong is built on the idea of persistent agency: continuous inner thought generation between external interactions. The agent sets its own interests and priorities, comes up with its own projects, and sometimes pings you unprompted with progress. To keep our prototype as simple and small as possible, we implemented Headlong as a microharness: a complete agent harness in under 10K lines of Bash, organized as a handful of small executables. It includes a loop that generates the next thought, shellm (a recursive language model written in Bash), a trajectory stored as a DAG of jsonl files, and context as a projection of that trajectory. We've been running one Headlong agent internally at Laude for several weeks. The whole team talks to it over Slack and Telegram, and every conversation lands in its single stream of thought. It works in its own fork of Headlong and we've pulled over 50 of its commits into main. One night, with nobody talking to it, it went back to check whether a recall process it had built was actually wired into its mind, found that it wasn't, diagnosed and fixed the bug, and verified the fix end to end. 48 minutes, no human asked for the fix or was in the loop at any point. Every step is a timestamped line in its log. Things broke too, and we wrote those up. Background thinking costs us $1 to $2 an hour, our agent stopped its own service three times by accident, and self-delegation died on day one. Details in the post. One line installs everything and starts an agent. Use a dedicated sandbox and spend-capped API key; it runs real shell commands and thinks around the clock. Headlong is research software, be careful! curl -fsSL | bash Launch post: Repo: Headlong is a Laude Institute / MIT collaboration.

Introducing Headlong, an open source microharness for persistent agents: self-guided agents that think continuously. Most agent harnesses are reactive: you send a task, the agent completes it, and then it sits frozen until the next request. Cron jobs and heartbeats wake it up to run a checklist and put it back to sleep. A Headlong agent is never asleep. It keeps generating thoughts about whatever it decides is interesting, in a self-guided loop inspired by human inner monologue. Your message doesn't start a session. It's one more observation that lands in the agent's thought stream, and the agent decides if and when to reply. Headlong is built on the idea of persistent agency: continuous inner thought generation between external interactions. The agent sets its own interests and priorities, comes up with its own projects, and sometimes pings you unprompted with progress. To keep our prototype as simple and small as possible, we implemented Headlong as a microharness: a complete agent harness in under 10K lines of Bash, organized as a handful of small executables. It includes a loop that generates the next thought, shellm (a recursive language model written in Bash), a trajectory stored as a DAG of jsonl files, and context as a projection of that trajectory. We've been running one Headlong agent internally at Laude for several weeks. The whole team talks to it over Slack and Telegram, and every conversation lands in its single stream of thought. It works in its own fork of Headlong and we've pulled over 50 of its commits into main. One night, with nobody talking to it, it went back to check whether a recall process it had built was actually wired into its mind, found that it wasn't, diagnosed and fixed the bug, and verified the fix end to end. 48 minutes, no human asked for the fix or was in the loop at any point. Every step is a timestamped line in its log. Things broke too, and we wrote those up. Background thinking costs us $1 to $2 an hour, our agent stopped its own service three times by accident, and self-delegation died on day one. Details in the post. One line installs everything and starts an agent. Use a dedicated sandbox and spend-capped API key; it runs real shell commands and thinks around the clock. Headlong is research software, be careful! curl -fsSL | bash Launch post: Repo: Headlong is a Laude Institute / MIT collaboration.

Andy Konwinski

357,082 views • 18 days ago

The coolest part of Microduck might not be the robot. It's how it learns to move. This repo shows the full reinforcement learning pipeline behind Microduck. The robot learns in simulation using MuJoCo, PPO and GPU-based training, then the trained policy is exported to ONNX and deployed on the real robot. But the real challenge is sim-to-real. The simulation models things like actuator behavior, battery voltage, command delays, friction and even gear backlash. That helps make the learned policy work when it moves from simulation to the physical robot. The repo includes policies for walking, fall recovery, sitting, standing, kicking, ground picking and even roller skating. Train in simulation. Test the behavior. Export the policy. Run it on a real robot.

The coolest part of Microduck might not be the robot. It's how it learns to move. This repo shows the full reinforcement learning pipeline behind Microduck. The robot learns in simulation using MuJoCo, PPO and GPU-based training, then the trained policy is exported to ONNX and deployed on the real robot. But the real challenge is sim-to-real. The simulation models things like actuator behavior, battery voltage, command delays, friction and even gear backlash. That helps make the learned policy work when it moves from simulation to the physical robot. The repo includes policies for walking, fall recovery, sitting, standing, kicking, ground picking and even roller skating. Train in simulation. Test the behavior. Export the policy. Run it on a real robot.

Praveen Kumar Verma

136,567 views • 15 days ago

LET'S TALK ABOUT THE U.S.A The United States remains deeply entangled in unresolved contradictions - a nation still haunted by its own racial and economic injustices. Yet, rather than confronting them, its eye turns outward in the form of an aggressive foreign policy, while positioning itself as a supposed exemplar of 'human rights' and 'democracy' that other countries must emulate. It selectively preaches freedom abroad, while denying it even within. African Stream journalist Sannario (Sannario ✨) dismantles the cognitive dissonance between the ideals of the so-called ‘Land of the Free’ and its reality in Episode 5 of the 'Let's Talk About' series.

LET'S TALK ABOUT THE U.S.A The United States remains deeply entangled in unresolved contradictions - a nation still haunted by its own racial and economic injustices. Yet, rather than confronting them, its eye turns outward in the form of an aggressive foreign policy, while positioning itself as a supposed exemplar of 'human rights' and 'democracy' that other countries must emulate. It selectively preaches freedom abroad, while denying it even within. African Stream journalist Sannario (Sannario ✨) dismantles the cognitive dissonance between the ideals of the so-called ‘Land of the Free’ and its reality in Episode 5 of the 'Let's Talk About' series.

African Stream

10,570 views • 1 year ago

There is pure, undeniable evil running through this entire Tyler Robinson case. Some of it was standing on a rooftop taking a man away from his family. Some of it is in a lawyer telling a roomful of people that it's "true" that Charlie was hateful. And tragically, some of it is happening right on our own side of the aisle. No matter what side you're on, a movement that spends all its time fighting itself instead of confronting real evil and calling it what it is doesn't need to be beaten by its enemies. It will destroy itself from the inside.

There is pure, undeniable evil running through this entire Tyler Robinson case. Some of it was standing on a rooftop taking a man away from his family. Some of it is in a lawyer telling a roomful of people that it's "true" that Charlie was hateful. And tragically, some of it is happening right on our own side of the aisle. No matter what side you're on, a movement that spends all its time fighting itself instead of confronting real evil and calling it what it is doesn't need to be beaten by its enemies. It will destroy itself from the inside.

Glenn Beck

87,566 views • 8 days ago

Elon Musk, absolute leader of the AI race with Grok Bot, and it's not a joke anymore. Ultimate guide on god-mode setup of Grok Bot, the org chart that runs while you sleep, step by step: A Chief of Staff sits in the middle with no tools of its own, BUT it reads the outcome you gave it, picks who does what, and never does the work itself. That one rule is why it never turns into the bottleneck you hired it to remove. → Researcher pulls real sources and tracks what's actually moving, not what sounds true → Writer turns that into finished copy while the research is still in the room → Visualiser gets three reference visuals once, then ships everything in that style forever → Analyst reads what performed and tells the rest of the team what to stop doing → Scheduler owns timing and holds the queue → Publisher actually ships What makes it different from every AI tool you've used: each bot gets its own computer in the cloud, its own browser, its own files, and they all share one memory. So the research is already sitting inside the draft before the draft starts. Nothing gets copy-pasted between tabs, nothing waits on you to approve step four of nine. And you never write a workflow for it. You hit record, do the job once the way you actually do it, stop. It pulls out the steps, saves them as a skill, and puts it on a schedule. The shape you're aiming for on every bot: everything reversible finished, nothing sent. 36 drafts queued, 0 published. It does all the work and stops dead at the one line only you can cross. You stop prompting. You start assigning. Full charter blocks, the approval line and the routines are in the article below ↓

Elon Musk, absolute leader of the AI race with Grok Bot, and it's not a joke anymore. Ultimate guide on god-mode setup of Grok Bot, the org chart that runs while you sleep, step by step: A Chief of Staff sits in the middle with no tools of its own, BUT it reads the outcome you gave it, picks who does what, and never does the work itself. That one rule is why it never turns into the bottleneck you hired it to remove. → Researcher pulls real sources and tracks what's actually moving, not what sounds true → Writer turns that into finished copy while the research is still in the room → Visualiser gets three reference visuals once, then ships everything in that style forever → Analyst reads what performed and tells the rest of the team what to stop doing → Scheduler owns timing and holds the queue → Publisher actually ships What makes it different from every AI tool you've used: each bot gets its own computer in the cloud, its own browser, its own files, and they all share one memory. So the research is already sitting inside the draft before the draft starts. Nothing gets copy-pasted between tabs, nothing waits on you to approve step four of nine. And you never write a workflow for it. You hit record, do the job once the way you actually do it, stop. It pulls out the steps, saves them as a skill, and puts it on a schedule. The shape you're aiming for on every bot: everything reversible finished, nothing sent. 36 drafts queued, 0 published. It does all the work and stops dead at the one line only you can cross. You stop prompting. You start assigning. Full charter blocks, the approval line and the routines are in the article below ↓

Miraqle

86,840 views • 22 days ago

Max Tegmark says the way through the AI black box may be to deploy its outputs instead. A cat can learn, but it cannot export what it learned. A human scientist can. As intelligence rises, more knowledge may become externalized into code and proofs. Deploy what the mind can verify, not the mind itself.

Max Tegmark says the way through the AI black box may be to deploy its outputs instead. A cat can learn, but it cannot export what it learned. A human scientist can. As intelligence rises, more knowledge may become externalized into code and proofs. Deploy what the mind can verify, not the mind itself.

vitrupo

49,717 views • 4 months ago

Chinese Defense spokesperson: 🩸#NATO stirs up troubles and provokes conflicts and wars in various regions, making itself a true #warmachine. In recent years, NATO has overstretched its geographic boundary stipulated by its own Treaty, and expanded its power and authority, arousing high vigilance among countries in the region. 🕊️#China adheres to the path of peaceful development, and is committed to a national defense policy that is defensive in nature. China's military development is purely aimed at safeguarding national sovereignty, security and development interests.

Chinese Defense spokesperson: 🩸#NATO stirs up troubles and provokes conflicts and wars in various regions, making itself a true #warmachine. In recent years, NATO has overstretched its geographic boundary stipulated by its own Treaty, and expanded its power and authority, arousing high vigilance among countries in the region. 🕊️#China adheres to the path of peaceful development, and is committed to a national defense policy that is defensive in nature. China's military development is purely aimed at safeguarding national sovereignty, security and development interests.

Chinese Embassy in US

53,393 views • 1 year ago

The EU itself is unlikely to survive intact beyond 2030. They are inviting Ukraine to join a burning building. And when the EU finally collapses under the weight of its own sovereign debt, failed energy policy, demographic crisis, and war spending, Ukraine will not be saved by it.

The EU itself is unlikely to survive intact beyond 2030. They are inviting Ukraine to join a burning building. And when the EU finally collapses under the weight of its own sovereign debt, failed energy policy, demographic crisis, and war spending, Ukraine will not be saved by it.

Martin A. Armstrong

47,097 views • 2 months ago